{"id":"W3035339799","doi":"10.3390/ma13122678","title":"Characteristics of Lightweight Cellular Concrete and Effects on Mechanical Properties","year":2020,"lang":"en","type":"article","venue":"Materials","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Chongqing Jiaotong University; University of Waterloo; Chongqing Postdoctoral Science Foundation","keywords":"Materials science; Composite material; Structural engineering; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009198947,0.000118691,0.0002887777,0.00003179423,0.00002841538,0.00004619613,0.00006784707,0.00007377283,0.0001734755],"category_scores_gemma":[0.00004444982,0.0001015948,0.00001547253,0.00005987324,0.00003322433,0.00005081234,0.00002846919,0.0000370269,0.00003827176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007761286,"about_ca_system_score_gemma":0.000006279346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001138513,"about_ca_topic_score_gemma":1.024586e-8,"domain_scores_codex":[0.9993458,0.00003866283,0.0003127433,0.0001130659,0.00008246252,0.0001072983],"domain_scores_gemma":[0.9997458,0.00002403964,0.00005132722,0.0001061893,0.0000363243,0.00003636063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003281189,4.243158e-7,0.000006857841,0.0004085392,0.00002213972,0.000003369069,0.00007287197,7.600329e-7,0.9946896,0.004097855,0.0001326811,0.0005320388],"study_design_scores_gemma":[0.0001783635,0.00008160278,0.00005995704,0.00006241463,0.00001606275,0.000002232806,0.000008214186,0.00007858413,0.9969749,0.00005618048,0.002367888,0.0001136256],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982831,0.00003240645,0.0001246542,0.0001249441,0.0008399201,0.0001621502,0.00004849878,0.0001283771,0.0002559847],"genre_scores_gemma":[0.998976,0.00003386449,0.0003601764,0.0002436538,0.0003255603,0.00001747931,0.0000115432,0.00002178395,0.000009918638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004041675,"threshold_uncertainty_score":0.4142915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0119058517720305,"score_gpt":0.1790228837702509,"score_spread":0.1671170319982204,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}